MirrorEthic / Consulting
Hire the lab.
MirrorEthic takes a small number of engagements where the work matches what the lab demonstrably does — systems with feedback loops in them. Everything offered below is something already running in production here, not a capability slide.
Agent & MCP infrastructure
Your agent stack forgets everything, and the demos don't survive contact with production. I design and build the layer underneath — MCP servers, persistent memory, context routing, orchestration across machines — the same architecture running nine production systems in this lab, with monitoring and self-healing built in from the start.
Custom model architecture
Fine-tuning plateaued and nobody can tell you why. I work below the fine-tune: attention variants, optimizers, adaptive-compute mechanisms — with multi-seed experimental discipline, so you know whether a change actually did anything before you pay to scale it.
Edge & embedded AI
Your data can't leave the building, or the cloud bill doesn't survive scale. Model compression and deployment on Jetson- and NPU-class hardware, real-time vision pipelines, voice interfaces — inference that runs where the data is, on hardware priced for the problem.
Closed-loop automation
A physical process needs eyes on it that aren't yours. Instrumented processes end to end: sensing, decision, actuation, and automated QA — with deliberate human-approval boundaries exactly where they belong.
Process
How an engagement works
Scoping call
Free. You describe the problem; I tell you honestly whether it's a fit — and what I'd measure to know it's solved.
Fixed-scope pilot
A small first engagement with a defined success metric, so neither of us bets big on a stranger.
Build, instrumented
The system goes in with monitoring and health checks from day one — you watch it work; you don't take my word for it.
Documented handoff
Docs, runbooks, and a handoff plan. You own it and operate it. A support retainer is optional, never required.
Everything I build ships with monitoring, documentation, and a handoff plan. The point is a system that watches itself — not one that needs me watching it.
The bus-factor answer